• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

使用 FDG-PET/CT 图像自动检测、勾画和定量全身骨转移。

Automated detection, delineation and quantification of whole-body bone metastasis using FDG-PET/CT images.

机构信息

Centre for Medical Radiation Physics, University of Wollongong, Wollongong, NSW, 2522, Australia.

Ingham Institute for Applied Medical Research, Liverpool, NSW, 2170, Australia.

出版信息

Phys Eng Sci Med. 2023 Jun;46(2):851-863. doi: 10.1007/s13246-023-01258-z. Epub 2023 May 1.

DOI:10.1007/s13246-023-01258-z
PMID:37126152
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10209253/
Abstract

Non-small cell lung cancer (NSCLC) patients with the metastatic spread of disease to the bone have high morbidity and mortality. Stereotactic ablative body radiotherapy increases the progression free survival and overall survival of these patients with oligometastases. FDG-PET/CT, a functional imaging technique combining positron emission tomography (PET) with 18 F-fluorodeoxyglucose (FDG) and computer tomography (CT) provides improved staging and identification of treatment response. It is also associated with reduction in size of the radiotherapy tumour volume delineation compared with CT based contouring in radiotherapy, thus allowing for dose escalation to the target volume with lower doses to the surrounding organs at risk. FDG-PET/CT is increasingly being used for the clinical management of NSCLC patients undergoing radiotherapy and has shown high sensitivity and specificity for the detection of bone metastases in these patients. Here, we present a software tool for detection, delineation and quantification of bone metastases using FDG-PET/CT images. The tool extracts standardised uptake values (SUV) from FDG-PET images for auto-segmentation of bone lesions and calculates volume of each lesion and associated mean and maximum SUV. The tool also allows automatic statistical validation of the auto-segmented bone lesions against the manual contours of a radiation oncologist. A retrospective review of FDG-PET/CT scans of more than 30 candidate NSCLC patients was performed and nine patients with one or more metastatic bone lesions were selected for the present study. The SUV threshold prediction model was designed by splitting the cohort of patients into a subset of 'development' and 'validation' cohorts. The development cohort yielded an optimum SUV threshold of 3.0 for automatic detection of bone metastases using FDG-PET/CT images. The validity of the derived optimum SUV threshold on the validation cohort demonstrated that auto-segmented and manually contoured bone lesions showed strong concordance for volume of bone lesion (r = 0.993) and number of detected lesions (r = 0.996). The tool has various applications in radiotherapy, including but not limited to studies determining optimum SUV threshold for accurate and standardised delineation of bone lesions and in scientific studies utilising large patient populations for instance for investigation of the number of metastatic lesions that can be treated safety with an ablative dose of radiotherapy without exceeding the normal tissue toxicity.

摘要

非小细胞肺癌(NSCLC)患者发生骨转移的发病率和死亡率较高。立体定向消融放疗可提高寡转移患者的无进展生存期和总生存期。FDG-PET/CT 是一种功能影像学技术,将正电子发射断层扫描(PET)与 18F-氟脱氧葡萄糖(FDG)和计算机断层扫描(CT)相结合,可改善分期和治疗反应的识别。与 CT 引导的放疗靶区勾画相比,它还可缩小放疗肿瘤体积勾画的范围,从而实现对靶区进行更高剂量的放疗,同时降低周围危及器官的剂量。FDG-PET/CT 越来越多地用于接受放疗的 NSCLC 患者的临床管理,并且在这些患者的骨转移检测中显示出较高的敏感性和特异性。在这里,我们提出了一种使用 FDG-PET/CT 图像检测、勾画和定量骨转移的软件工具。该工具从 FDG-PET 图像中提取标准化摄取值(SUV),用于自动勾画骨病变,并计算每个病变及其相关的平均和最大 SUV 的体积。该工具还允许自动统计验证自动勾画的骨病变与放射肿瘤学家的手动轮廓之间的一致性。对 30 多名候选 NSCLC 患者的 FDG-PET/CT 扫描进行了回顾性分析,并选择了 9 名有 1 个或多个转移性骨病变的患者进行本研究。SUV 预测模型的设计是通过将患者队列分为“开发”和“验证”队列来完成的。开发队列得出的最佳 SUV 阈值为 3.0,可用于自动检测 FDG-PET/CT 图像中的骨转移。在验证队列上对得出的最佳 SUV 阈值的有效性验证表明,自动勾画和手动勾画的骨病变在骨病变体积(r=0.993)和检测到的病变数量(r=0.996)方面具有很强的一致性。该工具在放疗中有多种应用,包括但不限于确定用于准确和标准化勾画骨病变的最佳 SUV 阈值的研究,以及利用大患者群体进行科学研究,例如,研究可以用消融剂量的放疗安全治疗多少个转移病灶,而不会超过正常组织毒性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/1ea200be8e0e/13246_2023_1258_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/80ecd12a4460/13246_2023_1258_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/de6b286896b2/13246_2023_1258_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/c06bb3fd225b/13246_2023_1258_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/67f059bf6439/13246_2023_1258_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/6c7ab1fa400e/13246_2023_1258_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/e6e01b41370f/13246_2023_1258_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/1f0914710f97/13246_2023_1258_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/3905feed0953/13246_2023_1258_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/1ea200be8e0e/13246_2023_1258_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/80ecd12a4460/13246_2023_1258_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/de6b286896b2/13246_2023_1258_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/c06bb3fd225b/13246_2023_1258_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/67f059bf6439/13246_2023_1258_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/6c7ab1fa400e/13246_2023_1258_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/e6e01b41370f/13246_2023_1258_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/1f0914710f97/13246_2023_1258_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/3905feed0953/13246_2023_1258_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddc9/10209253/1ea200be8e0e/13246_2023_1258_Fig9_HTML.jpg

相似文献

1
Automated detection, delineation and quantification of whole-body bone metastasis using FDG-PET/CT images.使用 FDG-PET/CT 图像自动检测、勾画和定量全身骨转移。
Phys Eng Sci Med. 2023 Jun;46(2):851-863. doi: 10.1007/s13246-023-01258-z. Epub 2023 May 1.
2
Serial assessment of FDG-PET FDG uptake and functional volume during radiotherapy (RT) in patients with non-small cell lung cancer (NSCLC).在非小细胞肺癌(NSCLC)患者的放疗(RT)期间,连续评估 FDG-PET 的 FDG 摄取和功能容积。
Radiother Oncol. 2012 Feb;102(2):251-7. doi: 10.1016/j.radonc.2011.07.023. Epub 2011 Aug 30.
3
The contribution of integrated PET/CT to the evolving definition of treatment volumes in radiation treatment planning in lung cancer.PET/CT融合技术在肺癌放射治疗计划中对不断演变的治疗靶区定义的贡献。
Int J Radiat Oncol Biol Phys. 2005 Nov 15;63(4):1016-23. doi: 10.1016/j.ijrobp.2005.04.021. Epub 2005 Jun 24.
4
Comparison of different methods for delineation of 18F-FDG PET-positive tissue for target volume definition in radiotherapy of patients with non-Small cell lung cancer.非小细胞肺癌患者放射治疗中用于勾画18F-FDG PET阳性组织以定义靶区体积的不同方法的比较
J Nucl Med. 2005 Aug;46(8):1342-8.
5
Defining target volumes for stereotactic ablative radiotherapy of early-stage lung tumours: a comparison of three-dimensional 18F-fluorodeoxyglucose positron emission tomography and four-dimensional computed tomography.定义早期肺部肿瘤立体定向消融放疗的靶区:三维 18F-氟代脱氧葡萄糖正电子发射断层扫描与四维计算机断层扫描的比较。
Clin Oncol (R Coll Radiol). 2012 Aug;24(6):e71-80. doi: 10.1016/j.clon.2012.03.002. Epub 2012 Mar 24.
6
Impact of FDG-PET on radiation therapy volume delineation in non-small-cell lung cancer.18F-氟脱氧葡萄糖正电子发射断层扫描对非小细胞肺癌放射治疗靶区勾画的影响
Int J Radiat Oncol Biol Phys. 2004 May 1;59(1):78-86. doi: 10.1016/j.ijrobp.2003.10.044.
7
18F-FDG PET definition of gross tumor volume for radiotherapy of non-small cell lung cancer: is a single standardized uptake value threshold approach appropriate?18F-FDG PET对非小细胞肺癌放疗大体肿瘤体积的定义:单一标准化摄取值阈值方法是否合适?
J Nucl Med. 2006 Nov;47(11):1808-12.
8
More advantages in detecting bone and soft tissue metastases from prostate cancer using F-PSMA PET/CT.使用F-PSMA PET/CT检测前列腺癌骨和软组织转移方面有更多优势。
Hell J Nucl Med. 2019 Jan-Apr;22(1):6-9. doi: 10.1967/s002449910952. Epub 2019 Mar 7.
9
Exploring spatial overlap of high-uptake regions derived from dual tracer positron emission tomography-computer tomography imaging using 18F-fluorodeoxyglucose and 18F-fluorodeoxythymidine in nonsmall cell lung cancer patients: a prospective pilot study.利用18F-氟脱氧葡萄糖和18F-氟脱氧胸苷对非小细胞肺癌患者进行双示踪正电子发射断层扫描-计算机断层扫描成像,探索高摄取区域的空间重叠:一项前瞻性初步研究。
Medicine (Baltimore). 2015 May;94(17):e678. doi: 10.1097/MD.0000000000000678.
10
Intra-tumour 18F-FDG uptake heterogeneity decreases the reliability on target volume definition with positron emission tomography/computed tomography imaging.肿瘤内18F-FDG摄取异质性降低了正电子发射断层扫描/计算机断层扫描成像在靶体积定义上的可靠性。
J Med Imaging Radiat Oncol. 2015 Jun;59(3):338-45. doi: 10.1111/1754-9485.12289. Epub 2015 Feb 23.

引用本文的文献

1
AI-Guided Delineation of Gross Tumor Volume for Body Tumors: A Systematic Review.人工智能引导下的体部肿瘤大体肿瘤体积勾画:一项系统综述。
Diagnostics (Basel). 2025 Mar 26;15(7):846. doi: 10.3390/diagnostics15070846.
2
Immune mediated support of metastasis: Implication for bone invasion.免疫介导对转移的支持:对骨侵犯的影响。
Cancer Commun (Lond). 2024 Sep;44(9):967-991. doi: 10.1002/cac2.12584. Epub 2024 Jul 14.

本文引用的文献

1
Implementation of the Australian Computer-Assisted Theragnostics (AusCAT) network for radiation oncology data extraction, reporting and distributed learning.澳大利亚计算机辅助治疗学(AusCAT)网络在放射肿瘤学数据提取、报告和分布式学习中的实施。
J Med Imaging Radiat Oncol. 2021 Aug;65(5):627-636. doi: 10.1111/1754-9485.13287. Epub 2021 Jul 31.
2
A review of ongoing trials of stereotactic ablative radiotherapy for oligometastatic disease in the context of new consensus definitions.新共识定义下立体定向消融放疗治疗寡转移疾病的临床试验综述。
Ann Palliat Med. 2021 May;10(5):6045-6051. doi: 10.21037/apm-20-847. Epub 2020 Aug 7.
3
Stereotactic ablative radiotherapy for the comprehensive treatment of 4-10 oligometastatic tumors (SABR-COMET-10): study protocol for a randomized phase III trial.
立体定向消融放疗治疗 4-10 个寡转移肿瘤的综合治疗(SABR-COMET-10):一项随机 III 期试验的研究方案。
BMC Cancer. 2019 Aug 19;19(1):816. doi: 10.1186/s12885-019-5977-6.
4
Stereotactic ablative radiotherapy versus standard of care palliative treatment in patients with oligometastatic cancers (SABR-COMET): a randomised, phase 2, open-label trial.寡转移癌症患者立体定向消融放疗与标准姑息治疗的比较(SABR-COMET):一项随机、2 期、开放标签试验。
Lancet. 2019 May 18;393(10185):2051-2058. doi: 10.1016/S0140-6736(18)32487-5. Epub 2019 Apr 11.
5
Respiratory-gated PET/CT for pulmonary lesion characterisation-promises and problems.用于肺部病变特征描述的呼吸门控PET/CT——前景与问题
Br J Radiol. 2018 Jun;91(1086):20170640. doi: 10.1259/bjr.20170640. Epub 2018 Feb 5.
6
EBONI: A Tool for Automated Quantification of Bone Metastasis Load in PSMA PET/CT.EBONI:一种用于 PSMA PET/CT 中骨转移负荷自动量化的工具。
J Nucl Med. 2018 Jul;59(7):1070-1075. doi: 10.2967/jnumed.117.203265. Epub 2017 Dec 14.
7
The population benefit of evidence-based radiotherapy: 5-Year local control and overall survival benefits.基于证据的放疗的人群获益:5 年局部控制和总生存获益。
Radiother Oncol. 2018 Feb;126(2):191-197. doi: 10.1016/j.radonc.2017.11.004. Epub 2017 Dec 8.
8
Sensitivity, Specificity, and Predictive Values: Foundations, Pliabilities, and Pitfalls in Research and Practice.敏感性、特异性和预测值:研究与实践中的基础、灵活性及陷阱
Front Public Health. 2017 Nov 20;5:307. doi: 10.3389/fpubh.2017.00307. eCollection 2017.
9
Survival after bone metastasis by primary cancer type: a Danish population-based cohort study.按原发癌类型划分的骨转移后的生存率:一项基于丹麦人群的队列研究。
BMJ Open. 2017 Sep 11;7(9):e016022. doi: 10.1136/bmjopen-2017-016022.
10
Imaging of bone metastasis: An update.骨转移的影像学:最新进展。
World J Radiol. 2015 Aug 28;7(8):202-11. doi: 10.4329/wjr.v7.i8.202.